About Zubair Usman
I test web apps, APIs, and AI systems, then look for ways to make the defense less manual.
Credentials
I founded SCOLTECH in 2022 to deliver enterprise security solutions. I am an active MSc researcher working on offensive AI security methodologies, and I hold CNSS certification as a penetration tester.
My focus is automated attack surface discovery, so each engagement pairs manual testing with repeatable tooling the client can keep using.
Engineering approach
A finding matters when you can explain how it works and what to do next. Repetitive manual defenses become verified code.
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